Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 180 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 29.4 KiB |
| Average record size in memory | 167.2 B |
Variable types
| Categorical | 8 |
|---|---|
| Numeric | 10 |
Dataset
| Description | Este es un analisis preeliminar para comprender de mejor forma los datos de nuestro dataset |
|---|---|
| Author | Kenneth David Leonel Triana , Juan Jose Naranjo, Alejandro Mora |
| URL | https://github.com/kennethLeonel/Monografia-calidad-del-aire-valle-de-aburra |
calidad_pm25 has constant value "1.0" | Constant |
codigoserial is uniformly distributed | Uniform |
presion has 57 (31.7%) zeros | Zeros |
p1 has 63 (35.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-08-23 19:25:49.464292 |
|---|---|
| Analysis finished | 2024-08-23 19:26:10.460902 |
| Duration | 21 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
mes
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| 3 | |
|---|---|
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 180 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 93 | |
| 2 | 87 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 93 | |
| 2 | 87 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 93 | |
| 2 | 87 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 180 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 93 | |
| 2 | 87 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 180 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 93 | |
| 2 | 87 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 180 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 93 | |
| 2 | 87 |
dia
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 17.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.516667 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 15.5 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.7084849 |
|---|---|
| Coefficient of variation (CV) | 0.56123426 |
| Kurtosis | -1.1864689 |
| Mean | 15.516667 |
| Median Absolute Deviation (MAD) | 7.5 |
| Skewness | 0.011522316 |
| Sum | 2793 |
| Variance | 75.837709 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 6 | 3.3% |
| 2 | 6 | 3.3% |
| 29 | 6 | 3.3% |
| 28 | 6 | 3.3% |
| 27 | 6 | 3.3% |
| 26 | 6 | 3.3% |
| 25 | 6 | 3.3% |
| 24 | 6 | 3.3% |
| 23 | 6 | 3.3% |
| 22 | 6 | 3.3% |
| Other values (21) | 120 |
| Value | Count | Frequency (%) |
| 1 | 6 | |
| 2 | 6 | |
| 3 | 6 | |
| 4 | 6 | |
| 5 | 6 | |
| 6 | 6 | |
| 7 | 6 | |
| 8 | 6 | |
| 9 | 6 | |
| 10 | 6 |
| Value | Count | Frequency (%) |
| 31 | 3 | |
| 30 | 3 | |
| 29 | 6 | |
| 28 | 6 | |
| 27 | 6 | |
| 26 | 6 | |
| 25 | 6 | |
| 24 | 6 | |
| 23 | 6 | |
| 22 | 6 |
pm25
Real number (ℝ)
| Distinct | 179 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 398.91051 |
| Minimum | -1235.5337 |
|---|---|
| Maximum | 16692.348 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 10 |
| Negative (%) | 5.6% |
| Memory size | 6.9 KiB |
Quantile statistics
| Minimum | -1235.5337 |
|---|---|
| 5-th percentile | -389.33758 |
| Q1 | 21.115891 |
| median | 29.484673 |
| Q3 | 36.236144 |
| 95-th percentile | 4185.2472 |
| Maximum | 16692.348 |
| Range | 17927.882 |
| Interquartile range (IQR) | 15.120253 |
Descriptive statistics
| Standard deviation | 1867.3281 |
|---|---|
| Coefficient of variation (CV) | 4.6810701 |
| Kurtosis | 42.74711 |
| Mean | 398.91051 |
| Median Absolute Deviation (MAD) | 7.6909042 |
| Skewness | 5.9999492 |
| Sum | 71803.892 |
| Variance | 3486914.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36.04166667 | 2 | 1.1% |
| 20.46693333 | 1 | 0.6% |
| -395.235265 | 1 | 0.6% |
| 19.12517083 | 1 | 0.6% |
| -814.26774 | 1 | 0.6% |
| 22.30719125 | 1 | 0.6% |
| 23.05252042 | 1 | 0.6% |
| 26.29606667 | 1 | 0.6% |
| 26.01087083 | 1 | 0.6% |
| 18.8345425 | 1 | 0.6% |
| Other values (169) | 169 |
| Value | Count | Frequency (%) |
| -1235.533741 | 1 | |
| -1234.117461 | 1 | |
| -821.8938267 | 1 | |
| -820.9419133 | 1 | |
| -814.26774 | 1 | |
| -402.1138379 | 1 | |
| -401.103565 | 1 | |
| -395.235265 | 1 | |
| -391.8376 | 1 | |
| -389.2060042 | 1 |
| Value | Count | Frequency (%) |
| 16692.34784 | 1 | |
| 12510.25325 | 1 | |
| 7524.074892 | 1 | |
| 4206.857683 | 1 | |
| 4202.691975 | 1 | |
| 4197.800408 | 1 | |
| 4197.21365 | 1 | |
| 4195.172246 | 1 | |
| 4188.727058 | 1 | |
| 4185.064037 | 1 |
calidad_pm25
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.0 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 540 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 180 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 180 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 180 | |
| . | 180 | |
| 0 | 180 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 540 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 180 | |
| . | 180 | |
| 0 | 180 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 540 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 180 | |
| . | 180 | |
| 0 | 180 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 540 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 180 | |
| . | 180 | |
| 0 | 180 |
codigoserial
Categorical
UNIFORM 
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 28 | |
|---|---|
| 69 | |
| 86 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 360 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 28 |
|---|---|
| 2nd row | 28 |
| 3rd row | 28 |
| 4th row | 28 |
| 5th row | 28 |
Common Values
| Value | Count | Frequency (%) |
| 28 | 60 | |
| 69 | 60 | |
| 86 | 60 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 28 | 60 | |
| 69 | 60 | |
| 86 | 60 |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 120 | |
| 6 | 120 | |
| 2 | 60 | |
| 9 | 60 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 360 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 8 | 120 | |
| 6 | 120 | |
| 2 | 60 | |
| 9 | 60 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 360 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 8 | 120 | |
| 6 | 120 | |
| 2 | 60 | |
| 9 | 60 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 360 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 8 | 120 | |
| 6 | 120 | |
| 2 | 60 | |
| 9 | 60 |
temperatura
Real number (ℝ)
| Distinct | 171 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -37.432939 |
| Minimum | -999 |
|---|---|
| Maximum | 25.805556 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 13 |
| Negative (%) | 7.2% |
| Memory size | 6.9 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | 21.149672 |
| median | 22.569056 |
| Q3 | 24.01053 |
| 95-th percentile | 25.146597 |
| Maximum | 25.805556 |
| Range | 1024.8056 |
| Interquartile range (IQR) | 2.8608577 |
Descriptive statistics
| Standard deviation | 236.97162 |
|---|---|
| Coefficient of variation (CV) | -6.3305643 |
| Kurtosis | 12.689623 |
| Mean | -37.432939 |
| Median Absolute Deviation (MAD) | 1.4451632 |
| Skewness | -3.7976194 |
| Sum | -6737.929 |
| Variance | 56155.551 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 10 | 5.6% |
| 21.20336811 | 1 | 0.6% |
| 22.43326389 | 1 | 0.6% |
| -487.1159722 | 1 | 0.6% |
| 21.16861111 | 1 | 0.6% |
| 22.01006944 | 1 | 0.6% |
| 21.27694444 | 1 | 0.6% |
| 21.59708333 | 1 | 0.6% |
| 21.754375 | 1 | 0.6% |
| 22.10930556 | 1 | 0.6% |
| Other values (161) | 161 |
| Value | Count | Frequency (%) |
| -999 | 10 | |
| -487.1159722 | 1 | 0.6% |
| -30.52168743 | 1 | 0.6% |
| -2.906805556 | 1 | 0.6% |
| 13.58625 | 1 | 0.6% |
| 17.50569444 | 1 | 0.6% |
| 17.86701389 | 1 | 0.6% |
| 18.04083333 | 1 | 0.6% |
| 18.73861111 | 1 | 0.6% |
| 18.8175 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 25.80555556 | 1 | |
| 25.52388889 | 1 | |
| 25.51756944 | 1 | |
| 25.50707636 | 1 | |
| 25.49993056 | 1 | |
| 25.49090278 | 1 | |
| 25.42810416 | 1 | |
| 25.39229167 | 1 | |
| 25.38145833 | 1 | |
| 25.13423608 | 1 |
calidad_temperatura
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 1 | |
|---|---|
| 155 | |
| 151 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.7888889 |
| Min length | 1 |
Characters and Unicode
| Total characters | 322 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 155 |
|---|---|
| 2nd row | 155 |
| 3rd row | 155 |
| 4th row | 155 |
| 5th row | 155 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 155 | 60 | |
| 151 | 11 | 6.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 155 | 60 | |
| 151 | 11 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 322 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 322 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 322 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
humedad
Real number (ℝ)
| Distinct | 171 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7089607 |
| Minimum | -999 |
|---|---|
| Maximum | 84.515444 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 11 |
| Negative (%) | 6.1% |
| Memory size | 6.9 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | 60.754462 |
| median | 67.10941 |
| Q3 | 74.028226 |
| 95-th percentile | 79.726716 |
| Maximum | 84.515444 |
| Range | 1083.5154 |
| Interquartile range (IQR) | 13.273764 |
Descriptive statistics
| Standard deviation | 247.62645 |
|---|---|
| Coefficient of variation (CV) | 43.375049 |
| Kurtosis | 12.680085 |
| Mean | 5.7089607 |
| Median Absolute Deviation (MAD) | 6.7010069 |
| Skewness | -3.7943879 |
| Sum | 1027.6129 |
| Variance | 61318.859 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 10 | 5.6% |
| 84.51544444 | 1 | 0.6% |
| 74.615 | 1 | 0.6% |
| -457.6452083 | 1 | 0.6% |
| 82.33111111 | 1 | 0.6% |
| 77.93104167 | 1 | 0.6% |
| 77.36708333 | 1 | 0.6% |
| 74.94527778 | 1 | 0.6% |
| 73.88020833 | 1 | 0.6% |
| 71.14763889 | 1 | 0.6% |
| Other values (161) | 161 |
| Value | Count | Frequency (%) |
| -999 | 10 | |
| -457.6452083 | 1 | 0.6% |
| 17.6589931 | 1 | 0.6% |
| 31.39416667 | 1 | 0.6% |
| 54.21333333 | 1 | 0.6% |
| 54.94104167 | 1 | 0.6% |
| 55.531875 | 1 | 0.6% |
| 55.66118056 | 1 | 0.6% |
| 56.40430556 | 1 | 0.6% |
| 56.65270833 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 84.51544444 | 1 | |
| 84.4698125 | 1 | |
| 83.79554867 | 1 | |
| 83.44047228 | 1 | |
| 82.77643755 | 1 | |
| 82.33111111 | 1 | |
| 81.34544446 | 1 | |
| 80.49526392 | 1 | |
| 79.72923611 | 1 | |
| 79.7265833 | 1 |
calidad_humedad
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 1 | |
|---|---|
| 155 | |
| 151 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.7888889 |
| Min length | 1 |
Characters and Unicode
| Total characters | 322 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 155 |
|---|---|
| 2nd row | 155 |
| 3rd row | 155 |
| 4th row | 155 |
| 5th row | 155 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 155 | 60 | |
| 151 | 11 | 6.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 155 | 60 | |
| 151 | 11 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 322 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 322 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 322 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
presion
Real number (ℝ)
ZEROS 
| Distinct | 114 |
|---|---|
| Distinct (%) | 63.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 451.74671 |
| Minimum | -999 |
|---|---|
| Maximum | 853.8609 |
| Zeros | 57 |
| Zeros (%) | 31.7% |
| Negative | 14 |
| Negative (%) | 7.8% |
| Memory size | 6.9 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | 0 |
| median | 825.43719 |
| Q3 | 850.27476 |
| 95-th percentile | 852.5442 |
| Maximum | 853.8609 |
| Range | 1852.8609 |
| Interquartile range (IQR) | 850.27476 |
Descriptive statistics
| Standard deviation | 528.43086 |
|---|---|
| Coefficient of variation (CV) | 1.1697503 |
| Kurtosis | 0.60645694 |
| Mean | 451.74671 |
| Median Absolute Deviation (MAD) | 26.514375 |
| Skewness | -1.1449589 |
| Sum | 81314.407 |
| Variance | 279239.17 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 57 | |
| -999 | 10 | 5.6% |
| -1.3875 | 2 | 1.1% |
| 852.4464583 | 1 | 0.6% |
| 850.2206944 | 1 | 0.6% |
| 850.9357639 | 1 | 0.6% |
| 851.6726389 | 1 | 0.6% |
| 853.2250694 | 1 | 0.6% |
| 853.8609028 | 1 | 0.6% |
| 852.475625 | 1 | 0.6% |
| Other values (104) | 104 |
| Value | Count | Frequency (%) |
| -999 | 10 | 5.6% |
| -80.75256944 | 1 | 0.6% |
| -52.03125 | 1 | 0.6% |
| -1.3875 | 2 | 1.1% |
| 0 | 57 | |
| 798.1502778 | 1 | 0.6% |
| 814.9458333 | 1 | 0.6% |
| 824.0225 | 1 | 0.6% |
| 824.0748611 | 1 | 0.6% |
| 824.114375 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 853.8609028 | 1 | |
| 853.2250694 | 1 | |
| 853.1511806 | 1 | |
| 853.0895139 | 1 | |
| 852.8140972 | 1 | |
| 852.7811806 | 1 | |
| 852.7346528 | 1 | |
| 852.681875 | 1 | |
| 852.6081944 | 1 | |
| 852.5408333 | 1 |
calidad_presion
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 1 | |
|---|---|
| 155 | |
| 151 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.7888889 |
| Min length | 1 |
Characters and Unicode
| Total characters | 322 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 155 |
|---|---|
| 2nd row | 155 |
| 3rd row | 155 |
| 4th row | 155 |
| 5th row | 155 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 155 | 60 | |
| 151 | 11 | 6.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 155 | 60 | |
| 151 | 11 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 322 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 322 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 322 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
p1
Real number (ℝ)
ZEROS 
| Distinct | 50 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -116.92111 |
| Minimum | -999 |
|---|---|
| Maximum | 0.064527778 |
| Zeros | 63 |
| Zeros (%) | 35.0% |
| Negative | 41 |
| Negative (%) | 22.8% |
| Memory size | 6.9 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.00014409722 |
| 95-th percentile | 0.017636806 |
| Maximum | 0.064527778 |
| Range | 999.06453 |
| Interquartile range (IQR) | 0.00014409722 |
Descriptive statistics
| Standard deviation | 317.05482 |
|---|---|
| Coefficient of variation (CV) | -2.7116987 |
| Kurtosis | 3.9114326 |
| Mean | -116.92111 |
| Median Absolute Deviation (MAD) | 5.2083333 × 10-5 |
| Skewness | -2.408165 |
| Sum | -21045.8 |
| Variance | 100523.76 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 63 | |
| -999 | 20 | 11.1% |
| 1.388888889 × 10-5 | 12 | 6.7% |
| 6.944444444 × 10-6 | 10 | 5.6% |
| 0.001791666667 | 3 | 1.7% |
| 0.000125 | 3 | 1.7% |
| 3.472222222 × 10-5 | 3 | 1.7% |
| 0.009680555556 | 2 | 1.1% |
| 0.002388888889 | 2 | 1.1% |
| 0.007159722222 | 2 | 1.1% |
| Other values (40) | 60 |
| Value | Count | Frequency (%) |
| -999 | 20 | |
| -496.725 | 2 | 1.1% |
| -27.75 | 1 | 0.6% |
| -6.243708333 | 2 | 1.1% |
| -6.242159722 | 1 | 0.6% |
| -5.549923611 | 1 | 0.6% |
| -4.1625 | 1 | 0.6% |
| -2.08125 | 1 | 0.6% |
| -2.081243056 | 1 | 0.6% |
| -2.079875 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 0.06452777778 | 2 | |
| 0.04209027778 | 2 | |
| 0.03158333333 | 2 | |
| 0.02457638889 | 1 | |
| 0.02313888889 | 2 | |
| 0.01734722222 | 2 | |
| 0.01594444444 | 1 | |
| 0.01265277778 | 2 | |
| 0.009680555556 | 2 | |
| 0.007159722222 | 2 |
calidad_precipitacion
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.7 KiB |
| 1 | |
|---|---|
| 151 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.2444444 |
| Min length | 1 |
Characters and Unicode
| Total characters | 224 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 158 | |
| 151 | 22 | 12.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 158 | |
| 151 | 22 | 12.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 202 | |
| 5 | 22 | 9.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 224 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 202 | |
| 5 | 22 | 9.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 224 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 202 | |
| 5 | 22 | 9.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 224 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 202 | |
| 5 | 22 | 9.8% |
velocidad_prom
Real number (ℝ)
| Distinct | 171 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -57.11957 |
| Minimum | -999 |
|---|---|
| Maximum | 3.4436111 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 20 |
| Negative (%) | 11.1% |
| Memory size | 6.9 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | 1.5083333 |
| median | 1.790691 |
| Q3 | 2.0823125 |
| 95-th percentile | 2.5759441 |
| Maximum | 3.4436111 |
| Range | 1002.4436 |
| Interquartile range (IQR) | 0.57397917 |
Descriptive statistics
| Standard deviation | 232.09903 |
|---|---|
| Coefficient of variation (CV) | -4.0633889 |
| Kurtosis | 12.694335 |
| Mean | -57.11957 |
| Median Absolute Deviation (MAD) | 0.29175347 |
| Skewness | -3.798311 |
| Sum | -10281.523 |
| Variance | 53869.959 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 10 | 5.6% |
| 1.911458333 | 1 | 0.6% |
| 1.887013889 | 1 | 0.6% |
| -496.1823611 | 1 | 0.6% |
| 1.655555556 | 1 | 0.6% |
| 1.480625 | 1 | 0.6% |
| 1.349027778 | 1 | 0.6% |
| 0.776875 | 1 | 0.6% |
| 1.023055556 | 1 | 0.6% |
| 1.302777778 | 1 | 0.6% |
| Other values (161) | 161 |
| Value | Count | Frequency (%) |
| -999 | 10 | |
| -496.1823611 | 1 | 0.6% |
| -49.77319444 | 1 | 0.6% |
| -25.90798611 | 1 | 0.6% |
| -4.976111111 | 1 | 0.6% |
| -4.195416667 | 1 | 0.6% |
| -2.930625 | 1 | 0.6% |
| -2.375486111 | 1 | 0.6% |
| -0.23 | 1 | 0.6% |
| -0.211875 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 3.443611111 | 1 | |
| 3.122361111 | 1 | |
| 3.025694444 | 1 | |
| 2.753708333 | 1 | |
| 2.744375 | 1 | |
| 2.74 | 1 | |
| 2.687604167 | 1 | |
| 2.671770833 | 1 | |
| 2.582006944 | 1 | |
| 2.575625 | 1 |
calidad_viento
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.8 KiB |
| 1 | |
|---|---|
| 155 | |
| 151 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.7888889 |
| Min length | 1 |
Characters and Unicode
| Total characters | 322 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 155 |
|---|---|
| 2nd row | 155 |
| 3rd row | 155 |
| 4th row | 155 |
| 5th row | 155 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 155 | 60 | |
| 151 | 11 | 6.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 155 | 60 | |
| 151 | 11 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 322 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 322 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 322 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 191 | |
| 5 | 131 |
velocidad_max
Real number (ℝ)
| Distinct | 171 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -56.02921 |
| Minimum | -999 |
|---|---|
| Maximum | 4.9930556 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 17 |
| Negative (%) | 9.4% |
| Memory size | 6.9 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | 2.3656771 |
| median | 2.8410417 |
| Q3 | 3.4249306 |
| 95-th percentile | 3.909375 |
| Maximum | 4.9930556 |
| Range | 1003.9931 |
| Interquartile range (IQR) | 1.0592535 |
Descriptive statistics
| Standard deviation | 232.37157 |
|---|---|
| Coefficient of variation (CV) | -4.147329 |
| Kurtosis | 12.693508 |
| Mean | -56.02921 |
| Median Absolute Deviation (MAD) | 0.55 |
| Skewness | -3.7982036 |
| Sum | -10085.258 |
| Variance | 53996.545 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 10 | 5.6% |
| 2.690763889 | 1 | 0.6% |
| 3.514513889 | 1 | 0.6% |
| -495.9194444 | 1 | 0.6% |
| 3.048194444 | 1 | 0.6% |
| 2.650833333 | 1 | 0.6% |
| 2.422222222 | 1 | 0.6% |
| 1.376180556 | 1 | 0.6% |
| 1.782430556 | 1 | 0.6% |
| 2.388888889 | 1 | 0.6% |
| Other values (161) | 161 |
| Value | Count | Frequency (%) |
| -999 | 10 | |
| -495.9194444 | 1 | 0.6% |
| -48.69340278 | 1 | 0.6% |
| -24.37902778 | 1 | 0.6% |
| -3.936736111 | 1 | 0.6% |
| -3.084027778 | 1 | 0.6% |
| -1.473333333 | 1 | 0.6% |
| -0.8536805556 | 1 | 0.6% |
| 1.231666667 | 1 | 0.6% |
| 1.272083333 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 4.993055556 | 1 | |
| 4.681458333 | 1 | |
| 4.515555556 | 1 | |
| 4.349027778 | 1 | |
| 4.18 | 1 | |
| 4.134583333 | 1 | |
| 4.075347222 | 1 | |
| 4.015138889 | 1 | |
| 3.927847222 | 1 | |
| 3.908402778 | 1 |
direccion_prom
Real number (ℝ)
| Distinct | 171 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.374823 |
| Minimum | -999 |
|---|---|
| Maximum | 218.19236 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 11 |
| Negative (%) | 6.1% |
| Memory size | 6.9 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | 109.08299 |
| median | 136.2316 |
| Q3 | 159.21667 |
| 95-th percentile | 193.29299 |
| Maximum | 218.19236 |
| Range | 1217.1924 |
| Interquartile range (IQR) | 50.133681 |
Descriptive statistics
| Standard deviation | 265.70066 |
|---|---|
| Coefficient of variation (CV) | 3.7755073 |
| Kurtosis | 12.185079 |
| Mean | 70.374823 |
| Median Absolute Deviation (MAD) | 24.6125 |
| Skewness | -3.6911678 |
| Sum | 12667.468 |
| Variance | 70596.839 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 10 | 5.6% |
| 84.14166667 | 1 | 0.6% |
| 173.2243056 | 1 | 0.6% |
| -419.5256944 | 1 | 0.6% |
| 175.8034722 | 1 | 0.6% |
| 208.6076389 | 1 | 0.6% |
| 199.5472222 | 1 | 0.6% |
| 185.8145833 | 1 | 0.6% |
| 192.6840278 | 1 | 0.6% |
| 191.6965278 | 1 | 0.6% |
| Other values (161) | 161 |
| Value | Count | Frequency (%) |
| -999 | 10 | |
| -419.5256944 | 1 | 0.6% |
| 32.75416667 | 1 | 0.6% |
| 42.34027778 | 1 | 0.6% |
| 54.46111111 | 1 | 0.6% |
| 57.62986111 | 1 | 0.6% |
| 58.51388889 | 1 | 0.6% |
| 66.35208333 | 1 | 0.6% |
| 66.93194444 | 1 | 0.6% |
| 66.96041667 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 218.1923611 | 1 | |
| 214.6555556 | 1 | |
| 208.6076389 | 1 | |
| 206.0354167 | 1 | |
| 204.1854167 | 1 | |
| 202.4833333 | 1 | |
| 199.5472222 | 1 | |
| 197.7840278 | 1 | |
| 195.4555556 | 1 | |
| 193.1791667 | 1 |
direccion_max
Real number (ℝ)
| Distinct | 171 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.356258 |
| Minimum | -999 |
|---|---|
| Maximum | 202.66528 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 11 |
| Negative (%) | 6.1% |
| Memory size | 6.9 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | 114.85885 |
| median | 143.16875 |
| Q3 | 162.8 |
| 95-th percentile | 187.22639 |
| Maximum | 202.66528 |
| Range | 1201.6653 |
| Interquartile range (IQR) | 47.941146 |
Descriptive statistics
| Standard deviation | 266.46344 |
|---|---|
| Coefficient of variation (CV) | 3.5836048 |
| Kurtosis | 12.236136 |
| Mean | 74.356258 |
| Median Absolute Deviation (MAD) | 23.489583 |
| Skewness | -3.703159 |
| Sum | 13384.126 |
| Variance | 71002.767 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 10 | 5.6% |
| 101.6451389 | 1 | 0.6% |
| 170.4083333 | 1 | 0.6% |
| -419.0034722 | 1 | 0.6% |
| 173.2416667 | 1 | 0.6% |
| 201.39375 | 1 | 0.6% |
| 200.6131944 | 1 | 0.6% |
| 187.1798611 | 1 | 0.6% |
| 189.20625 | 1 | 0.6% |
| 188.1104167 | 1 | 0.6% |
| Other values (161) | 161 |
| Value | Count | Frequency (%) |
| -999 | 10 | |
| -419.0034722 | 1 | 0.6% |
| 34.58958333 | 1 | 0.6% |
| 45.12152778 | 1 | 0.6% |
| 58.35555556 | 1 | 0.6% |
| 58.8625 | 1 | 0.6% |
| 64.87361111 | 1 | 0.6% |
| 67.05972222 | 1 | 0.6% |
| 67.57013889 | 1 | 0.6% |
| 67.90416667 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 202.6652778 | 1 | |
| 201.39375 | 1 | |
| 200.6131944 | 1 | |
| 198.9680556 | 1 | |
| 198.5291667 | 1 | |
| 197.2097222 | 1 | |
| 195.1395833 | 1 | |
| 189.20625 | 1 | |
| 188.1104167 | 1 | |
| 187.1798611 | 1 |
| mes | dia | pm25 | calidad_pm25 | codigoserial | temperatura | calidad_temperatura | humedad | calidad_humedad | presion | calidad_presion | p1 | calidad_precipitacion | velocidad_prom | calidad_viento | velocidad_max | direccion_prom | direccion_max | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 1 | 30.083333 | 1.0 | 28 | 21.203368 | 155 | 84.515444 | 155 | 0.0000 | 155 | 0.031583 | 1 | 1.911458 | 155 | 2.690764 | 84.141667 | 101.645139 |
| 1 | 2 | 2 | 36.041667 | 1.0 | 28 | 21.548194 | 155 | 82.776438 | 155 | 0.0000 | 155 | 0.042090 | 1 | 1.568583 | 155 | 2.275486 | 158.501389 | 172.629861 |
| 2 | 2 | 3 | 16.166667 | 1.0 | 28 | 20.828431 | 155 | 83.795549 | 155 | 0.0000 | 155 | 0.023139 | 1 | 1.368840 | 155 | 2.092778 | 154.681944 | 161.095833 |
| 3 | 2 | 4 | 23.458333 | 1.0 | 28 | 20.938090 | 155 | 81.345444 | 155 | 0.0000 | 155 | 0.001792 | 1 | 1.157125 | 155 | 1.656389 | 162.447222 | 177.250694 |
| 4 | 2 | 5 | 29.666667 | 1.0 | 28 | 20.919458 | 155 | 80.495264 | 155 | 0.0000 | 155 | 0.001521 | 1 | 1.250153 | 155 | 2.090069 | 189.303472 | 195.139583 |
| 5 | 2 | 6 | 62.375000 | 1.0 | 28 | 21.437403 | 155 | 79.173340 | 155 | 0.0000 | 155 | 0.000000 | 1 | 1.557389 | 155 | 2.386250 | 160.106944 | 173.673611 |
| 6 | 2 | 7 | 15.750000 | 1.0 | 28 | 21.092854 | 155 | 77.957590 | 155 | -1.3875 | 155 | -1.387403 | 1 | 0.738597 | 155 | 1.693264 | 100.135417 | 116.951389 |
| 7 | 2 | 8 | 8.208333 | 1.0 | 28 | 21.222333 | 155 | 83.440472 | 155 | 0.0000 | 155 | -6.243708 | 1 | 2.671771 | 155 | 3.758403 | 82.169444 | 93.245139 |
| 8 | 2 | 9 | 14.833333 | 1.0 | 28 | 22.632903 | 155 | 78.158500 | 155 | 0.0000 | 155 | 0.000000 | 1 | 2.575625 | 155 | 3.718194 | 90.926389 | 102.394444 |
| 9 | 2 | 10 | 18.083333 | 1.0 | 28 | 23.945389 | 155 | 73.589569 | 155 | 0.0000 | 155 | 0.000007 | 1 | 2.310493 | 155 | 3.459514 | 108.813194 | 129.338194 |
| mes | dia | pm25 | calidad_pm25 | codigoserial | temperatura | calidad_temperatura | humedad | calidad_humedad | presion | calidad_presion | p1 | calidad_precipitacion | velocidad_prom | calidad_viento | velocidad_max | direccion_prom | direccion_max | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 50 | 3 | 22 | 3779.235616 | 1.0 | 86 | 23.666250 | 1 | 59.241944 | 1 | 848.580556 | 1 | -1.387500 | 1 | 0.037569 | 1 | 1.231667 | 175.651389 | 168.935417 |
| 51 | 3 | 23 | 4202.691975 | 1.0 | 86 | 24.466528 | 1 | 66.774931 | 1 | 851.537014 | 1 | 0.000000 | 1 | 2.012917 | 1 | 3.691806 | 195.455556 | 175.600000 |
| 52 | 3 | 24 | 4197.213650 | 1.0 | 86 | 24.469722 | 1 | 65.367500 | 1 | 851.030556 | 1 | 0.000000 | 1 | 1.711667 | 1 | 3.078056 | 146.755556 | 144.386111 |
| 53 | 3 | 25 | 27.402062 | 1.0 | 86 | 24.338403 | 1 | 61.306250 | 1 | 851.541667 | 1 | 0.000069 | 1 | 1.561597 | 1 | 2.834583 | 168.268056 | 158.643056 |
| 54 | 3 | 26 | 7524.074892 | 1.0 | 86 | 23.391319 | 1 | 58.621875 | 1 | 850.758403 | 1 | -0.693750 | 1 | 1.060903 | 1 | 2.531111 | 172.701389 | 163.200000 |
| 55 | 3 | 27 | 40.513067 | 1.0 | 86 | 23.061111 | 1 | 64.514722 | 1 | 852.781181 | 1 | 0.000007 | 1 | 1.753403 | 1 | 3.166944 | 214.655556 | 198.529167 |
| 56 | 3 | 28 | 34.303346 | 1.0 | 86 | 24.025278 | 1 | 63.482431 | 1 | 852.814097 | 1 | 0.000000 | 1 | 1.977708 | 1 | 3.635903 | 175.940972 | 171.405556 |
| 57 | 3 | 29 | -389.206004 | 1.0 | 86 | 23.458819 | 1 | 65.010208 | 1 | 852.446458 | 1 | 0.000035 | 1 | 1.929583 | 1 | 3.559375 | 174.241667 | 173.286806 |
| 58 | 3 | 30 | 33.911246 | 1.0 | 86 | 23.629167 | 1 | 65.643403 | 1 | 851.854097 | 1 | 0.000000 | 1 | 1.952778 | 1 | 3.571667 | 169.008333 | 168.874306 |
| 59 | 3 | 31 | 41.063325 | 1.0 | 86 | 21.602708 | 1 | 78.103958 | 1 | 852.681875 | 1 | 0.001333 | 1 | 1.458681 | 1 | 2.623889 | 139.196528 | 142.368056 |